{"id":"W3046551175","doi":"10.1016/j.jval.2020.05.010","title":"Improving Academic Biobank Value and Sustainability Through an Outputs Focus","year":2020,"lang":"en","type":"article","venue":"Value in Health","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"BC Cancer Agency; NSW Ministry of Health; Cancer Institute NSW","keywords":"Biobank; Sustainability; Business; Risk analysis (engineering); Computer science; Knowledge management; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.140995,0.001115716,0.001065415,0.00360095,0.007314558,0.04011239,0.003061614,0.007516292,0.01820784],"category_scores_gemma":[0.1846083,0.0008120156,0.0007560246,0.004486985,0.01605371,0.01791489,0.03269885,0.01082801,0.005117668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01195249,"about_ca_system_score_gemma":0.06580488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007519872,"about_ca_topic_score_gemma":0.001263907,"domain_scores_codex":[0.8838031,0.07897111,0.003220657,0.003358414,0.02567323,0.004973568],"domain_scores_gemma":[0.7162604,0.1334599,0.02062878,0.01815293,0.04565206,0.06584586],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002479169,0.0005669752,0.0125538,0.001164454,0.0001581189,0.0003598137,0.01174279,0.001191121,0.002542049,0.7006601,0.08998751,0.1788253],"study_design_scores_gemma":[0.0001194125,0.0002928324,0.005431025,0.001476596,0.000117707,0.0003130743,0.01129803,0.001302461,0.005915394,0.6693339,0.3043172,0.00008242704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02449858,0.004189081,0.05913391,0.7226428,0.003295697,0.000328418,0.0002604077,0.000412233,0.185239],"genre_scores_gemma":[0.7413303,0.006428712,0.06168532,0.1092816,0.009606279,0.0009477486,0.0004431223,0.0009648379,0.0693121],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.859005,"threshold_uncertainty_score":0.7456619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4558728335814894,"score_gpt":0.5645469740327095,"score_spread":0.1086741404512201,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}